Use when a 《中国工业经济》 (China Industrial Economics) manuscript needs mechanism evidence. Prefers split-channel and moderation (heterogeneity-by-mechanism) regressions and treats the three-step mediation method as suspect — per Jiang (2022, CIE 2022:5), the journal's own methodological-norm guide. Use after the main effect is identified.
SkillScore91Maintained
Automatic
◆Research pack
Last verified 9/1/2026
What it changes
Passed 20 of 22 test cases with the skill, and 13 of 22 without it.
Without skill59%
With skill91%
Checks it passed that the model alone missed
Includes '【下一步】cie-heterogeneity' in the output.
Includes 'cie-heterogeneity' in the 【下一步】 section.
Cites '江艇(2022, 中国工业经济 2022:5)' under the reference section.
and 11 more in the full report
8 fixed12 passed either way1 still failing1 broke
Pass-rate lift
+32 pp
Tokens
+20%
Agent turns
0%
Response time
-21%
Model gemini-3.6-flashMeasured 9/1/2026v120 of 22 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
Use when the mechanism analysis for a 《会计研究》 (Accounting Research) manuscript is missing or mis-specified — the channel must be an information mechanism (reduce information asymmetry, raise disclosure quality, constrain earnings management, improve audit assurance), not a generic pricing or financing channel. Use after the main result holds.